{"id":"W2334934914","doi":"10.4133/sageep.28-056","title":"Hydrogeophysics, CZO, Marine, Polar and Integrated Case Histories","year":2015,"lang":"en","type":"article","venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2015","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal","funders":"","keywords":"Polar; Computer science; Astrobiology; Geology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001960172,0.0001911082,0.0001599715,0.00002663807,0.00007593632,0.000017004,0.0001187598,0.00005417967,0.00001715649],"category_scores_gemma":[0.000005063797,0.0001441413,0.00002508016,0.0001369138,0.0001292028,0.00008712406,0.0002156399,0.0001476539,0.0000893148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001089031,"about_ca_system_score_gemma":0.000003760317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183571,"about_ca_topic_score_gemma":0.000007143907,"domain_scores_codex":[0.9991395,0.00002200971,0.0001900862,0.0002799568,0.0001918515,0.0001765671],"domain_scores_gemma":[0.9993926,0.0000364917,0.00007808526,0.0002973962,0.000004109282,0.0001912854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000114718,0.0005078983,0.006407206,0.0001057127,0.000160351,0.00001854019,0.006292745,0.3290881,0.6241069,0.01128653,0.001856074,0.02005518],"study_design_scores_gemma":[0.004762801,0.004106852,0.01284435,0.0001921154,0.0005100765,0.0008467277,0.003469696,0.4967922,0.08098704,0.03155655,0.3594266,0.004504956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960245,0.00008642796,0.001108793,0.0006029057,0.00006382757,0.000477634,0.00003438438,0.00003742842,0.001564114],"genre_scores_gemma":[0.9988563,0.00004395007,0.0005331825,0.0000698135,0.00002594411,0.00006762029,0.00002940987,0.00002566154,0.000348132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5431199,"threshold_uncertainty_score":0.5877913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005429598302811808,"score_gpt":0.1748782180073013,"score_spread":0.1694486197044895,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}